Data loading

id t1 t2 sequence_length
2bceeaf8da22e2a7caa17eca4910fc1415_1223262902.0_2001671017.0_1466846090.0_1135815311.0_1352556601.0_2077325152.0_2124612588.0_1972989201.0_1898339772.0_1284829574.0_1259449224.0 -6.018566 4.972358 11
2cecc76a97e2153d27aa6704f378d6e5183_1221774286.0_2131437047.0_1887774477.0_1345101807.0_1570235547.0_1095743395.0_1628926823.0_2040350827.0 -43.788626 8.589596 8
0d2dbf1aae33d5f0b369ec1c2965991b23_1845814580.0_1390092924.0_1518199243.0 26.641699 -25.497134 3
27423b14c17a997084514b835c44e80b183_1284868370.0_2006564520.0_2092046289.0_1518075773.0_2012778807.0 -39.166547 34.034993 5
1d7fae55b1299a6d0e7a227dadd3748c23_116502581.0_1938792627.0 -34.801640 -7.772153 2

T-SNE plotting

T-SNE with cluster on encoded features

Focusing on Manchester City

team_id cluster count
19 167 17 63
20 167 15 60
9 167 14 95
16 167 5 74
1 167 4 212 
## Warning: You set use_group_by = TRUE, but grouped calculation failed.
## Falling back to ungrouped filter operation...

Teams dispatch

team_id 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25
13 100 61 51 262 43 122 125 101 117 82 203 112 42 132 84 179 72 121 122 11 120 46 28 55 82
14 87 98 8 251 27 136 123 98 112 48 247 228 32 224 84 205 53 111 123 5 142 35 22 28 71
15 98 70 44 247 44 132 147 81 110 76 185 108 59 136 138 161 60 104 160 16 173 64 21 71 103
16 40 35 3 96 10 41 41 37 51 17 107 88 15 110 35 112 17 53 72 1 46 8 4 9 42
161 17 14 9 45 1 19 7 10 21 8 21 47 9 23 11 40 12 16 16 3 47 12 4 5 13
162 73 70 17 169 20 111 94 91 77 30 173 115 23 167 64 141 42 93 122 6 98 32 16 27 75
166 54 62 3 134 10 84 37 46 21 17 108 131 42 107 62 113 24 73 59 3 86 25 18 17 48
167 72 83 66 212 74 91 106 82 131 135 178 106 48 95 60 185 63 80 82 37 99 58 44 45 77
168 24 40 5 48 4 39 26 23 16 13 58 57 5 57 11 64 8 36 37 1 32 6 2 7 10
170 12 10 5 31 4 29 8 6 15 10 16 16 5 30 10 10 9 19 22 NA 11 4 4 7 12
175 53 59 11 141 14 73 64 47 43 27 116 120 8 108 48 122 21 85 114 2 55 14 6 27 38
18 102 105 29 230 24 120 86 85 117 69 199 163 32 153 65 174 79 106 164 17 132 27 20 56 71
183 108 86 24 191 33 122 83 80 85 56 158 179 51 156 69 144 49 82 75 6 128 33 29 29 60
184 72 103 25 238 18 124 113 88 111 58 215 209 31 236 74 200 65 165 215 11 81 33 23 31 92
188 9 22 1 54 4 9 11 19 5 6 36 34 NA 20 6 45 2 24 28 NA 14 NA 1 7 4
21 25 20 2 54 1 48 17 21 27 14 33 52 21 49 22 36 14 40 20 6 40 7 5 4 18
211 42 52 10 107 11 83 55 56 54 24 84 90 36 109 44 76 18 59 71 1 83 10 13 20 46
214 45 33 13 56 8 33 11 19 33 24 33 46 26 44 23 44 23 38 50 1 57 9 19 24 23
23 50 57 6 96 9 56 39 30 47 15 62 93 13 71 28 80 19 51 59 1 68 15 12 17 26
24 10 19 6 57 5 43 25 21 31 23 34 45 5 33 18 30 10 30 24 1 27 5 3 8 14
259 96 86 30 144 20 74 68 69 95 51 121 138 47 111 54 158 62 111 97 6 107 18 27 51 59
26 116 97 59 224 41 119 118 77 116 80 201 159 46 173 69 204 78 133 124 26 125 45 41 57 82
27 77 67 16 198 13 112 80 79 98 54 168 124 39 176 60 139 36 107 158 7 127 27 24 27 63
29 87 73 20 213 26 115 93 72 86 45 156 177 34 126 47 151 49 111 112 8 89 32 26 32 72
30 85 70 44 174 35 121 92 66 110 97 165 93 64 142 108 144 49 72 95 23 118 44 18 53 66
31 94 82 22 154 25 105 71 55 70 36 123 92 43 137 74 137 34 82 110 8 106 44 29 42 60
32 82 56 42 206 52 101 89 75 105 96 160 112 35 154 69 130 64 115 103 17 88 61 37 51 81
96 64 50 11 123 14 87 58 51 84 40 120 139 15 128 53 113 22 92 97 NA 75 26 14 29 55